Suchergebnisse - HPC in Python

Dynamically Fusing Python HPC Kernels von Al Awar, Nader, Naeem, Muhammad Hannan, Almgren-Bell, James, Biros, George, Gligoric, Milos

“… Recent trends in high-performance computing show an increase in the adoption of performance portable frameworks such as Kokkos and interpreted languages such as Python …”
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MultiPsi : A python‐driven MCSCF program for photochemistry and spectroscopy simulations on modern HPC environments von Delcey, Mickaël G.

“… ‐averaging or linear response. It is written in a highly modular fashion using Python/C++ which makes it well suited as a development platform, enabling easy prototyping of novel methods, and as a teaching tool using interactive notebooks …”
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NIFTy 3 – Numerical Information Field Theory: A Python Framework for Multicomponent Signal Inference on HPC Clusters von Steininger, Theo, Dixit, Jait, Frank, Philipp, Greiner, Maksim, Hutschenreuter, Sebastian, Knollmüller, Jakob, Leike, Reimar, Porqueres, Natalia, Pumpe, Daniel, Reinecke, Martin, Šraml, Matevž, Varady, Csongor, Enßlin, Torsten

“… NIFTy, “Numerical Information Field Theory,” is a software framework designed to ease the development and implementation of field inference algorithms. Field …”
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libEnsemble: A Library to Coordinate the Concurrent Evaluation of Dynamic Ensembles of Calculations von Hudson, Stephen, Larson, Jeffrey, Navarro, John-Luke, Wild, Stefan M.

“… libEnsemble enables running concurrent instances of an application in dynamically allocated ensembles through an extensible Python library …”
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Underworld3: Mathematically Self-Describing Modelling in Python for Desktop, HPC and Cloud von Moresi, Louis, Mansour, John, Giordani, Julian, Knepley, Matt, Knight, Ben, Graciosa, Juan Carlos, Gollapalli, Thyagarajulu, Lu, Neng, Beucher, Romain

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Dynamic Generation of Python Bindings for HPC Kernels von Zhu, Steven, AlAwar, Nader, Erez, Mattan, Gligoric, Milos

“… A recent trend among scientists-prototyping applications in dynamic languages such as Python-created a gap between the applications and existing HPKs …”
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Data Engineering for HPC with Python von Abeykoon, Vibhatha, Perera, Niranda, Widanage, Chathura, Kamburugamuve, Supun, Kanewala, Thejaka Amila, Maithree, Hasara, Wickramasinghe, Pulasthi, Uyar, Ahmet, Fox, Geoffrey

“… Among them, tables are a versatile and commonly used format to load and process data. In this paper, we present a distributed Python API based on table abstraction for representing and processing data …”
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Profiling and optimization of Python-based social sciences applications on HPC systems by means of task and data parallelism von Szustak, Lukasz, Lawenda, Marcin, Arming, Sebastian, Bankhamer, Gregor, Schweimer, Christoph, Elsässer, Robert

“… The article presents optimization techniques for two Python-based large-scale social sciences applications: SN (Social Network) Simulator and KPM …”
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HPC parallel implementation combining NEST Simulator and Python modules von Nedelcheva, Simona, Ivanovska, Sofiya, Durchova, Mariya, Koprinkova-Hristova, Petia

“… The paper presents a supercomputer parallel implementation of a brain inspired model combining a Python module simulating a layer of retina ganglion cells and NEST Simulator for a layer of spike …”
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A concise python implementation of the lattice Boltzmann method on HPC for geo-fluid flow von Mora, Peter, Morra, Gabriele, Yuen, David A

“… The Python scripting language provides a clean programming paradigm to develop codes based on the LBM, however in order to reach performance comparable to compiled languages, it needs to be carefully …”
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Underworld2: Python Geodynamics Modelling for Desktop, HPC and Cloud von Mansour, John, Giordani, Julian, Moresi, Louis, Beucher, Romain, Kaluza, Owen, Velic, Mirko, Farrington, Rebecca, Quenette, Steve, Beall, Adam

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FluidFFT: Common API (C++ and Python) for Fast Fourier Transform HPC Libraries von Mohanan, Ashwin Vishnu, Bonamy, Cyrille, Augier, Pierre

“… The Python package fluidfft provides a common Python API for performing Fast Fourier Transforms (FFT …”
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Python Workflows on HPC Systems von Strasel, Dominik, Reusch, Philipp, Keuper, Janis

“… The recent successes and wide spread application of compute intensive machine learning and data analytics methods have been boosting the usage of the Python programming language on HPC systems …”
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A Python HPC Framework: PyTrilinos, ODIN, and Seamless von Smith, K.W., Spotz, W.F., Ross-Ross, S.

“… We present three Python software projects: PyTrilinos, for calling Trilinos distributed memory HPC solvers from Python …”
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Data Engineering for HPC with Python von Abeykoon, Vibhatha, Perera, Niranda, Widanage, Chathura, Kamburugamuve, Supun, Thejaka, Amila Kanewala, Maithree, Hasara, Wickramasinghe, Pulasthi, Uyar, Ahmet, Fox, Geoffrey

“… Among them, tables are a versatile and commonly used format to load and process data. In this paper, we present a distributed Python API based on table abstraction for representing and processing data …”
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NIFT y  3 – Numerical Information Field Theory: A Python Framework for Multicomponent Signal Inference on HPC Clusters von Steininger, Theo, Dixit, Jait, Frank, Philipp, Greiner, Maksim, Hutschenreuter, Sebastian, Knollmüller, Jakob, Leike, Reimar, Porqueres, Natalia, Pumpe, Daniel, Reinecke, Martin, Šraml, Matevž, Varady, Csongor, Enßlin, Torsten

“… NIFT y , “Numerical Information Field Theory,” is a software framework designed to ease the development and implementation of field inference algorithms. Field …”
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Python Workflows on HPC Systems von Strassel, Dominik, Reusch, Philipp, Keuper, Janis

“… The recent successes and wide spread application of compute intensive machine learning and data analytics methods have been boosting the usage of the Python programming language on HPC systems …”
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Common HPC Approaches in Python Evaluated for a Scientific Computing Test Case von Miranda, Eduardo F., Stephany, Stephan

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Dynamic Provisioning and Execution of HPC Workflows Using Python von Harris, Chris, O'Leary, Patrick, Grauer, Michael, Chaudhary, Aashish, Kotfila, Chris, O'Bara, Robert

“… However, HPC workflows are difficult to implement and use for a variety of reasons. In this paper, we describe the development of the Python-based cumulus, which addresses many of these barriers …”
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Intel Releases Optimized Python for HPC

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